课程信息
16,292 次近期查看

100% 在线

立即开始,按照自己的计划学习。

可灵活调整截止日期

根据您的日程表重置截止日期。

中级

B​asic knowledge of programming (any language)

完成时间大约为14 小时

建议:4 hours/week...

英语(English)

字幕:英语(English)

您将学到的内容有

  • Check

    Develop data strategy and process for how data will be generated, collected, and consumed

  • Check

    Load and process formatted datasets such as CSV and JSON.

  • Check

    Deal with data in various formats (e.g. timestamps, strings) and filter and “clean” datasets by removing outliers etc.

  • Check

    Basic experience with data processing libraries such as numpy and data ingestion with urllib, requests

您将获得的技能

Python LibrariesData Pre-ProcessingData Visualization (DataViz)Web Scraping

100% 在线

立即开始,按照自己的计划学习。

可灵活调整截止日期

根据您的日程表重置截止日期。

中级

B​asic knowledge of programming (any language)

完成时间大约为14 小时

建议:4 hours/week...

英语(English)

字幕:英语(English)

教学大纲 - 您将从这门课程中学到什么

1
完成时间为 2 小时

Week 1: Introduction to Data Products

6 个视频 (总计 42 分钟), 6 个阅读材料, 2 个测验
6 个视频
Data Product Examples in Enterprise5分钟
Developing a Data Product Strategy7分钟
Python and Jupyter Basics6分钟
Python Recap5分钟
Livecoding: Getting Started With Jupyter10分钟
6 个阅读材料
Syllabus10分钟
Course Materials10分钟
Set Up Your System10分钟
Our Case Study: Recommender Systems10分钟
(Optional) Python: How to Run10分钟
(Optional) Python: Additional Resources and Recommended Readings10分钟
2 个练习
Review: Data Products4分钟
Review: Python and Jupyter5分钟
2
完成时间为 2 小时

Week 2: Reading Data in Python

6 个视频 (总计 54 分钟), 3 个测验
6 个视频
Reading CSV & JSON Files9分钟
Processing Structured Data in Python8分钟
Live-Coding: JSON5分钟
Extracting Simple Statistics From Datasets11分钟
Simple Statistics: Live-Coding8分钟
3 个练习
Review: CSV and JSON Files8分钟
Review: Simple Statistics10分钟
Python: Reading Data and Simple Statistics45分钟
3
完成时间为 1 小时

Week 3: Data Processing in Python

4 个视频 (总计 38 分钟), 3 个测验
4 个视频
Processing Text and Strings in Python7分钟
Processing Times and Dates in Python11分钟
Livecoding: Time and Date Data8分钟
3 个练习
Review: Data Filtering and Cleaning5分钟
Review: Processing Different Data Types5分钟
Data Processing in Python30分钟
4
完成时间为 2 小时

Week 4: Python Libraries and Toolkits

5 个视频 (总计 45 分钟), 5 个测验
5 个视频
Introduction to Data Visualization11分钟
Introduction to Matplotlib5分钟
Live-coding: MatPlotLib9分钟
urllib and BeautifulSoup12分钟
4 个练习
Review: NumPy4分钟
Review: MatPlotLib6分钟
Review: urllib and BeautifulSoup6分钟
Python Libraries and Toolkits15分钟
4.4
13 个审阅Chevron Right

来自Basic Data Processing and Visualization的热门评论

创建者 MAJun 30th 2019

Excellent to start your career in machine learning!!!

讲师

Avatar

Julian McAuley

Assistant Professor
Computer Science
Avatar

Ilkay Altintas

Chief Data Science Officer
San Diego Supercomputer Center

关于 加州大学圣地亚哥分校

UC San Diego is an academic powerhouse and economic engine, recognized as one of the top 10 public universities by U.S. News and World Report. Innovation is central to who we are and what we do. Here, students learn that knowledge isn't just acquired in the classroom—life is their laboratory....

关于 Python Data Products for Predictive Analytics 专项课程

Python data products are powering the AI revolution. Top companies like Google, Facebook, and Netflix use predictive analytics to improve the products and services we use every day. Take your Python skills to the next level and learn to make accurate predictions with data-driven systems and deploy machine learning models with this four-course Specialization from UC San Diego. This Specialization is for learners who are proficient with the basics of Python. You’ll start by creating your first data strategy. You’ll also develop statistical models, devise data-driven workflows, and learn to make meaningful predictions for a wide-range of business and research purposes. Finally, you’ll use design thinking methodology and data science techniques to extract insights from a wide range of data sources. This is your chance to master one of the technology industry’s most in-demand skills. Python Data Products for Predictive Analytics is taught by Professor Ilkay Altintas, Ph.D. and Julian McAuley. Dr. Alintas is a prominent figure in the data science community and the designer of the highly-popular Big Data Specialization on Coursera. She has helped educate hundreds of thousands of learners on how to unlock value from massive datasets....
Python Data Products for Predictive Analytics

常见问题

  • 注册以便获得证书后,您将有权访问所有视频、测验和编程作业(如果适用)。只有在您的班次开课之后,才可以提交和审阅同学互评作业。如果您选择在不购买的情况下浏览课程,可能无法访问某些作业。

  • 您注册课程后,将有权访问专项课程中的所有课程,并且会在完成课程后获得证书。您的电子课程证书将添加到您的成就页中,您可以通过该页打印您的课程证书或将其添加到您的领英档案中。如果您只想阅读和查看课程内容,可以免费旁听课程。

还有其他问题吗?请访问 学生帮助中心